{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "k7Un9sypgNKA"
   },
   "source": [
    "# System Identification with NeuroMANCER: Duffing Parameter\n",
    "\n",
    "This is an interactive notebook based on `duffing_parameter.py`. We demonstrate how the NeuroMANCER toolbox can be used for parameter estimation of the [Duffing ODE system](https://en.wikipedia.org/wiki/Duffing_equation) using stochastic gradient descent (SGD)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IzDsTkCqkAha"
   },
   "source": [
    "## NeuroMANCER and Dependencies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "4BgMEF3xkGk9"
   },
   "source": [
    "### Install (Colab only)\n",
    "\n",
    "Skip this step when running locally."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "QdhSN1gemAK-",
    "outputId": "156bf75a-ceff-4af0-d76d-756a936834e8"
   },
   "outputs": [],
   "source": [
    "!pip install setuptools==61.0.0 pyts torchdiffeq mlflow plum-dispatch\n",
    "!pip install git+https://github.com/pnnl/neuromancer.git@master --ignore-requires-python --no-deps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ulbiIiaokQND"
   },
   "source": [
    "### Import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "wtsLxQHUmllj"
   },
   "outputs": [],
   "source": [
    "from IPython.display import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "import torch\n",
    "from neuromancer import slim, psl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "jhYY3ovYkYlP"
   },
   "outputs": [],
   "source": [
    "from neuromancer import blocks, estimators, dynamics, integrators, ode\n",
    "from neuromancer.interpolation import LinInterp_Offline\n",
    "from neuromancer.trainer import Trainer\n",
    "from neuromancer.problem import Problem\n",
    "from neuromancer.loggers import BasicLogger\n",
    "from neuromancer.constraint import variable\n",
    "from neuromancer.dataset import get_sequence_dataloaders\n",
    "from neuromancer.loss import PenaltyLoss\n",
    "import neuromancer.simulator as sim"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tOtqukH1kb_w"
   },
   "source": [
    "# Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "oxBRldWQm8FY"
   },
   "outputs": [],
   "source": [
    "torch.manual_seed(0)\n",
    "device = \"cpu\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "j-ADxXFmkkeg"
   },
   "source": [
    "Load the ground truth dataset by simulating the ODE system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "wT31KcOhoEvx"
   },
   "outputs": [],
   "source": [
    "system = psl.systems['Duffing']\n",
    "ts = 0.01\n",
    "nsim = 1000\n",
    "modelSystem = system(ts=ts, nsim=nsim)\n",
    "raw = modelSystem.simulate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 703
    },
    "id": "bhAjhlsboHk4",
    "outputId": "a053a96d-952d-4ce6-eeb8-687b43628073"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "psl.plot.pltOL(Y=raw['Y'])\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches((10,5))\n",
    "psl.plot.pltPhase(X=raw['Y'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "P9-wSu1gkuXY"
   },
   "source": [
    "Interpolate time for the ODE integrator of non-autonomous system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "n8-U6TFBoR7O"
   },
   "outputs": [],
   "source": [
    "interp_u = lambda tq, t, u: u"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-ZXv6WnPlEIo"
   },
   "source": [
    "Create sequence dataloaders with given prediction horizon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "jfAT8CYnp0QE",
    "outputId": "507f94f4-0976-40f6-ec84-6fadf94a3389"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['Xp', 'Yp', 'Xf', 'Yf', 'name'])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nsteps = 2\n",
    "nstep_data, loop_data, dims = get_sequence_dataloaders(raw, nsteps,\n",
    "                                moving_horizon=True)\n",
    "train_data, dev_data, test_data = nstep_data    # (nstep, # batches, sys dim)\n",
    "train_loop, dev_loop, test_loop = loop_data\n",
    "\n",
    "# check for dataset keys\n",
    "train_data.dataset.get_full_batch().keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "rKk_lD-_lnF-"
   },
   "source": [
    "# System Model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "X7d5gdVVlwAK"
   },
   "source": [
    "## State Estimator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "npFNum_8p21M",
    "outputId": "af07c1c3-ddb1-4a28-e47f-12344f0566e8"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'x0_fully_observable': tensor([[ 1.0000,  0.0000],\n",
       "         [ 1.0001,  0.0200],\n",
       "         [ 1.0004,  0.0399],\n",
       "         [ 1.0009,  0.0598],\n",
       "         [ 1.0016,  0.0796],\n",
       "         [ 1.0025,  0.0992],\n",
       "         [ 1.0036,  0.1187],\n",
       "         [ 1.0049,  0.1380],\n",
       "         [ 1.0063,  0.1570],\n",
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       "         [ 1.0099,  0.1942],\n",
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       "         [ 0.9011, -0.4517],\n",
       "         [ 0.8965, -0.4681],\n",
       "         [ 0.8917, -0.4843],\n",
       "         [ 0.8868, -0.5002],\n",
       "         [ 0.8817, -0.5158],\n",
       "         [ 0.8765, -0.5312],\n",
       "         [ 0.8711, -0.5462],\n",
       "         [ 0.8656, -0.5610],\n",
       "         [ 0.8599, -0.5754],\n",
       "         [ 0.8541, -0.5896],\n",
       "         [ 0.8481, -0.6034],\n",
       "         [ 0.8420, -0.6168],\n",
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       "         [ 0.6297, -0.8580],\n",
       "         [ 0.6211, -0.8625],\n",
       "         [ 0.6125, -0.8668],\n",
       "         [ 0.6038, -0.8710],\n",
       "         [ 0.5950, -0.8750],\n",
       "         [ 0.5863, -0.8788],\n",
       "         [ 0.5775, -0.8825],\n",
       "         [ 0.5686, -0.8860],\n",
       "         [ 0.5597, -0.8894],\n",
       "         [ 0.5508, -0.8927],\n",
       "         [ 0.5419, -0.8959],\n",
       "         [ 0.5329, -0.8990],\n",
       "         [ 0.5239, -0.9021],\n",
       "         [ 0.5149, -0.9051],\n",
       "         [ 0.5058, -0.9080],\n",
       "         [ 0.4967, -0.9109],\n",
       "         [ 0.4876, -0.9137],\n",
       "         [ 0.4784, -0.9165],\n",
       "         [ 0.4693, -0.9194],\n",
       "         [ 0.4601, -0.9222],\n",
       "         [ 0.4508, -0.9250],\n",
       "         [ 0.4416, -0.9279],\n",
       "         [ 0.4323, -0.9308],\n",
       "         [ 0.4229, -0.9337],\n",
       "         [ 0.4136, -0.9367],\n",
       "         [ 0.4042, -0.9398],\n",
       "         [ 0.3948, -0.9429],\n",
       "         [ 0.3853, -0.9461],\n",
       "         [ 0.3759, -0.9494],\n",
       "         [ 0.3664, -0.9528],\n",
       "         [ 0.3568, -0.9564],\n",
       "         [ 0.3472, -0.9600],\n",
       "         [ 0.3376, -0.9638],\n",
       "         [ 0.3280, -0.9677],\n",
       "         [ 0.3183, -0.9718],\n",
       "         [ 0.3085, -0.9760],\n",
       "         [ 0.2987, -0.9803],\n",
       "         [ 0.2889, -0.9849],\n",
       "         [ 0.2790, -0.9896],\n",
       "         [ 0.2691, -0.9945],\n",
       "         [ 0.2591, -0.9996],\n",
       "         [ 0.2491, -1.0049],\n",
       "         [ 0.2390, -1.0104],\n",
       "         [ 0.2289, -1.0161],\n",
       "         [ 0.2187, -1.0221],\n",
       "         [ 0.2085, -1.0282],\n",
       "         [ 0.1982, -1.0346],\n",
       "         [ 0.1878, -1.0412],\n",
       "         [ 0.1773, -1.0481],\n",
       "         [ 0.1668, -1.0552],\n",
       "         [ 0.1562, -1.0625],\n",
       "         [ 0.1456, -1.0701],\n",
       "         [ 0.1348, -1.0780]]),\n",
       " 'reg_error_fully_observable': tensor(0.)}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fully observable state estimator as identity mapping\n",
    "nx = dims['X'][1]\n",
    "estim = estimators.FullyObservable(\n",
    "    {**train_data.dataset.dims, \"x0\": (nx,)},\n",
    "    linear_map=slim.maps['identity'],\n",
    "    input_keys=[\"Yp\"])\n",
    "# test forward pass of the estimator\n",
    "estim(train_data.dataset.get_full_batch())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7H_DIeWqmAzx"
   },
   "source": [
    "## Dynamics Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "3LIRxLHfp5UR"
   },
   "outputs": [],
   "source": [
    "# use either ODE or MLP RHS (uncomment)\n",
    "duffing_sys = ode.DuffingParam()  # ODE RHS\n",
    "# duffing_sys = blocks.MLP(insize=nx+1, outsize=nx, hsizes=[32, 32])  # MLP RHS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "QMQ-iwY5nHd1"
   },
   "outputs": [],
   "source": [
    "# ODE integrator\n",
    "fx_int = integrators.RK4(duffing_sys, interp_u=interp_u, h=modelSystem.ts)\n",
    "fy = slim.maps['identity'](nx, nx)  # output model\n",
    "\n",
    "# component class mapping symbolic variables\n",
    "dynamics_model = dynamics.ODENonAuto(fx_int, fy, \n",
    "input_key_map={\"x0\": estim.output_keys[0]}, name='dynamics')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "A6-tTm-NncHT"
   },
   "source": [
    "# Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "0n3LB2DVqOtN"
   },
   "outputs": [],
   "source": [
    "# symbolic NeuroMANCER variables\n",
    "yhat = variable(dynamics_model.output_keys[2])\n",
    "y = variable(\"Yf\")\n",
    "\n",
    "# composite variables\n",
    "yFD = (y[:, 1:, :] - y[:, :-1, :])\n",
    "yhatFD = (yhat[:, 1:, :] - yhat[:, :-1, :])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "qiJoji6Nnjg2"
   },
   "source": [
    "# Objectives"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "-7IPc4ieqRni"
   },
   "outputs": [],
   "source": [
    "fd_loss = 2.0*((yFD == yhatFD)^2)\n",
    "fd_loss.name = 'FD_loss'\n",
    "\n",
    "reference_loss = ((yhat == y)^2)\n",
    "reference_loss.name = \"ref_loss\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jHEJFByxoTNL"
   },
   "source": [
    "# NeuroMANCER Differentiable Problem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 107
    },
    "id": "QR7xQ88LqTqN",
    "outputId": "93ddc29b-411f-4e0b-99ca-e858e2289192"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "objectives = [reference_loss, fd_loss]\n",
    "constraints = []\n",
    "components = [estim, dynamics_model]\n",
    "\n",
    "# create optimization loss\n",
    "loss = PenaltyLoss(objectives, constraints)\n",
    "# construct parametric optimization problem\n",
    "problem = Problem(components, loss)\n",
    "problem = problem.to(device)\n",
    "# plot computational graph\n",
    "problem.plot_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 239
    },
    "id": "OTMh4zQWwTqu",
    "outputId": "516cfb10-0238-4e32-8233-5c3b7e077308"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('problem_graph.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "w0aATn5pov6I"
   },
   "source": [
    "# Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "XY5J-ALPvLdo",
    "outputId": "8be33958-3f1b-4049-e61d-f0ca54c0b3ca"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n",
      "Number of parameters: 1\n"
     ]
    }
   ],
   "source": [
    "optimizer = torch.optim.Adam(problem.parameters(), lr=0.1)\n",
    "logger = BasicLogger(args=None, savedir='test', verbosity=1,\n",
    "                     stdout=\"nstep_dev_\"+reference_loss.output_keys[0])\n",
    "trainer = Trainer(\n",
    "    problem,\n",
    "    train_data,\n",
    "    dev_data,\n",
    "    test_data,\n",
    "    optimizer,\n",
    "    patience=20,\n",
    "    warmup=100,\n",
    "    epochs=200,\n",
    "    eval_metric=\"nstep_dev_\"+reference_loss.output_keys[0],\n",
    "    train_metric=\"nstep_train_loss\",\n",
    "    dev_metric=\"nstep_dev_loss\",\n",
    "    test_metric=\"nstep_test_loss\",\n",
    "    logger=logger,\n",
    "    device=device,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "RkijszGco8CJ",
    "outputId": "57cbec42-ee89-4924-cf91-64e173572c58"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 0\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01940\teltime:  0.17139\n",
      "epoch: 1\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01795\teltime:  0.18508\n",
      "epoch: 2\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01641\teltime:  0.19787\n",
      "epoch: 3\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01485\teltime:  0.21043\n",
      "epoch: 4\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01342\teltime:  0.22433\n",
      "epoch: 5\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01232\teltime:  0.23768\n",
      "epoch: 6\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01171\teltime:  0.25461\n",
      "epoch: 7\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01157\teltime:  0.27216\n",
      "epoch: 8\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01179\teltime:  0.28466\n",
      "epoch: 9\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01225\teltime:  0.29873\n",
      "epoch: 10\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01286\teltime:  0.31108\n",
      "epoch: 11\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01355\teltime:  0.32276\n",
      "epoch: 12\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01423\teltime:  0.33504\n",
      "epoch: 13\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01485\teltime:  0.34704\n",
      "epoch: 14\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01534\teltime:  0.35937\n",
      "epoch: 15\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01569\teltime:  0.37114\n",
      "epoch: 16\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01588\teltime:  0.38291\n",
      "epoch: 17\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01591\teltime:  0.39485\n",
      "epoch: 18\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01581\teltime:  0.40714\n",
      "epoch: 19\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01559\teltime:  0.41952\n",
      "epoch: 20\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01527\teltime:  0.43177\n",
      "epoch: 21\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01489\teltime:  0.44359\n",
      "epoch: 22\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01449\teltime:  0.45520\n",
      "epoch: 23\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01410\teltime:  0.46792\n",
      "epoch: 24\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01375\teltime:  0.48026\n",
      "epoch: 25\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01349\teltime:  0.49211\n",
      "epoch: 26\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01333\teltime:  0.51338\n",
      "epoch: 27\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01328\teltime:  0.53657\n",
      "epoch: 28\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01333\teltime:  0.55101\n",
      "epoch: 29\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01348\teltime:  0.56336\n",
      "epoch: 30\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01370\teltime:  0.57548\n",
      "epoch: 31\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01395\teltime:  0.58725\n",
      "epoch: 32\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01421\teltime:  0.59952\n",
      "epoch: 33\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01445\teltime:  0.61234\n",
      "epoch: 34\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01465\teltime:  0.62454\n",
      "epoch: 35\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01478\teltime:  0.63706\n",
      "epoch: 36\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01485\teltime:  0.64952\n",
      "epoch: 37\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01485\teltime:  0.66191\n",
      "epoch: 38\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01478\teltime:  0.67385\n",
      "epoch: 39\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01466\teltime:  0.68564\n",
      "epoch: 40\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01450\teltime:  0.69813\n",
      "epoch: 41\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01433\teltime:  0.71038\n",
      "epoch: 42\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01417\teltime:  0.72324\n",
      "epoch: 43\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01402\teltime:  0.73540\n",
      "epoch: 44\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01392\teltime:  0.74806\n",
      "epoch: 45\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01386\teltime:  0.76096\n",
      "epoch: 46\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01386\teltime:  0.77312\n",
      "epoch: 47\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01390\teltime:  0.78515\n",
      "epoch: 48\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01398\teltime:  0.79746\n",
      "epoch: 49\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01409\teltime:  0.80968\n",
      "epoch: 50\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01420\teltime:  0.83362\n",
      "epoch: 51\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01431\teltime:  0.84603\n",
      "epoch: 52\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01440\teltime:  0.85826\n",
      "epoch: 53\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01446\teltime:  0.87116\n",
      "epoch: 54\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01449\teltime:  0.88347\n",
      "epoch: 55\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01448\teltime:  0.89509\n",
      "epoch: 56\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01444\teltime:  0.90655\n",
      "epoch: 57\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01438\teltime:  0.91833\n",
      "epoch: 58\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01430\teltime:  0.93004\n",
      "epoch: 59\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01423\teltime:  0.94181\n",
      "epoch: 60\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01416\teltime:  0.95391\n",
      "epoch: 61\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01411\teltime:  0.96571\n",
      "epoch: 62\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01408\teltime:  0.97786\n",
      "epoch: 63\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01408\teltime:  0.99063\n",
      "epoch: 64\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01410\teltime:  1.00302\n",
      "epoch: 65\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01414\teltime:  1.01540\n",
      "epoch: 66\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01418\teltime:  1.02714\n",
      "epoch: 67\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01424\teltime:  1.03942\n",
      "epoch: 68\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01429\teltime:  1.05234\n",
      "epoch: 69\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01432\teltime:  1.06555\n",
      "epoch: 70\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01434\teltime:  1.07936\n",
      "epoch: 71\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01435\teltime:  1.09143\n",
      "epoch: 72\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01433\teltime:  1.10363\n",
      "epoch: 73\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01431\teltime:  1.11561\n",
      "epoch: 74\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01427\teltime:  1.12730\n",
      "epoch: 75\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01424\teltime:  1.13917\n",
      "epoch: 76\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01421\teltime:  1.15114\n",
      "epoch: 77\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01418\teltime:  1.16361\n",
      "epoch: 78\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01417\teltime:  1.17603\n",
      "epoch: 79\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01417\teltime:  1.18814\n",
      "epoch: 80\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01418\teltime:  1.20026\n",
      "epoch: 81\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01420\teltime:  1.21188\n",
      "epoch: 82\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01422\teltime:  1.22365\n",
      "epoch: 83\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01425\teltime:  1.23580\n",
      "epoch: 84\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01427\teltime:  1.24775\n",
      "epoch: 85\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01428\teltime:  1.26064\n",
      "epoch: 86\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01429\teltime:  1.27321\n",
      "epoch: 87\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01429\teltime:  1.28565\n",
      "epoch: 88\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01428\teltime:  1.29746\n",
      "epoch: 89\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01426\teltime:  1.30951\n",
      "epoch: 90\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01424\teltime:  1.32164\n",
      "epoch: 91\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01423\teltime:  1.33314\n",
      "epoch: 92\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01421\teltime:  1.34486\n",
      "epoch: 93\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01421\teltime:  1.35667\n",
      "epoch: 94\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01421\teltime:  1.37151\n",
      "epoch: 95\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01421\teltime:  1.38863\n",
      "epoch: 96\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01422\teltime:  1.40052\n",
      "epoch: 97\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01423\teltime:  1.41210\n",
      "epoch: 98\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01424\teltime:  1.42380\n",
      "epoch: 99\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01425\teltime:  1.43517\n",
      "epoch: 100\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01426\teltime:  1.44617\n",
      "epoch: 101\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01426\teltime:  1.45813\n",
      "epoch: 102\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01426\teltime:  1.47023\n",
      "epoch: 103\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01425\teltime:  1.48193\n",
      "epoch: 104\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01425\teltime:  1.49364\n",
      "epoch: 105\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01424\teltime:  1.50491\n",
      "epoch: 106\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01423\teltime:  1.51630\n",
      "epoch: 107\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01422\teltime:  1.52869\n",
      "epoch: 108\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01422\teltime:  1.54059\n",
      "epoch: 109\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01422\teltime:  1.55206\n",
      "epoch: 110\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01423\teltime:  1.56407\n",
      "epoch: 111\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01423\teltime:  1.57569\n",
      "epoch: 112\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01424\teltime:  1.58683\n",
      "epoch: 113\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01424\teltime:  1.59766\n",
      "epoch: 114\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01425\teltime:  1.60885\n",
      "epoch: 115\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01425\teltime:  1.62024\n",
      "epoch: 116\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01425\teltime:  1.63151\n",
      "epoch: 117\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01425\teltime:  1.64242\n",
      "epoch: 118\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01424\teltime:  1.65364\n",
      "epoch: 119\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01424\teltime:  1.66545\n",
      "epoch: 120\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01423\teltime:  1.67742\n",
      "epoch: 121\tnstep_dev_Y_pred_dynamics_eq_Yf: 0.01423\teltime:  1.68975\n",
      "epoch: 121\teltime:  1.72827\n"
     ]
    }
   ],
   "source": [
    "best_model = trainer.train()\n",
    "best_outputs = trainer.test(best_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zWDD88sxo-im"
   },
   "source": [
    "# Test Open-Loop Performance\n",
    "\n",
    "NeuroMANCER `sim` classes act as wrappers for arbitrary callables to be jointly simulated via `sim.SystemSimulator`. This setup facilitates benchmarking and pipelines with heterogenous models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 252
    },
    "id": "gA2cA-jXvWdM",
    "outputId": "b445f6d3-d456-4676-955d-2215eba01c6f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yFquVKL1O8UgTLd1Nq9WGvq39NnridMpYbVY0ajVqdft7eu/9f+DzJSs5eWQdFosVtVqFXu9+0uFixnQWsgCFS3QVBRHGxTe/bWXvODMYkpwlMDS7WgBERXV0t+hMR9HpGF6n7TW0PaZWS61uHe1wVfn9DBfTMpNqMHS4Z21sqFSSC3eSJswWCw2NZiRJIjraRRndZuz7qd4Qg/OCyCWYxbr+BvSUoduiC7Ytg6sidFGxbDY7777/Oes3bKO2to6/PfUS5857ah2HDtHiEkQYbWpvMBXW34CeweQVbFTVtmVoK14KBubzBY1GzQ3XzueKhTNxyk6i9HoX6yO7qCzdkqtAEDChqqkhVAElzUot5XQTeSGESJKETqdD58GJtqsQXUVBZBDyIHdtw7GEOK+gaC6n7Em0wvoCFEEIlyAy8Nq4CLKySm4++0tXaYbHoHz+XkDkCZ0QLkHkE8zAudz6PxfHA6Arem9ty6ZIfm5am8HqmZK2OiCESxD5BD1IH5oonSGjkzuEgqqgVMtTaVsdEMIl6Bl0V2/HY76uvgxBQV0s3PYLd61Ozwk8/NuftIEhhEvQM+jqFlInFwdXFbKrnK5kF2b9DS/jT7k6RSYLIm1gCOESCALB48apbVBsnMfHfSE9HvNiviu2J1MoDyFcAkFIaK6hLsd5Aqm9IW5SSj5k4a3Y3r73JQ8fEcIl6Pl0qlChaFp0tOmphoZYhEI1tBbkRtadEKGbBQJ3uBr/UdBRq/WfksuvuxyP6xm7u3AdEKGbBZccnupgu++Ubt14sBf0qiHZ5Ue/8Ji/j6sDfMm7xQXDF1eMEOilEC5BeOLLeImn70LRXXLlBaCor1KbVptSeuvuPgTbk21xwfBlvWQIesZCuAThiSLOj7KLY8HYbBfjpr1AKhliR9FF2S4yU8p+NzrpiugQgh5IS5PCRc0KqjXjIsZNgGFvbDYb5RVV1NTUYjZbsVptREdHERNtIDY2hpSURMUjn7YvaBfHxFEYIVyCMMVFxfK5rnk4qZvqaqPZzKHDxWzZuofde4o4deosNbV1WKxWHA4HDocTrUaNRqtBp9WSmBhP/9wsBg8awORJo8kbkKOwkEWuaIGIOS8IN7zFnPdVvDyeF4LWhhuTVdW1rFq9kY8WfcWBg0eJj4tl4IAcsvqmk52VQUpKIlFRUej1WurrG6mrq6e6xsTxE6c4ffo8x4pPUV/fwLBhedxw3ULmzZ6KweA9ZHQgZfX7HCXyEptlCHoEXjfL8Jfu6RJZrVY2b93DM8+9QdHhYsaMHs5VV8xmyKABxBljiTLo0et0aLWapo00mnfOdjTv72g2W2g0m6mtrWfP3oN8+dUatmzbTeGIwdz349uZPHGUh01B3F2z0qP+HUOyBoAQLkGPwCfhkpsC6YVpb6e2to73PviCZ154k8H5/fnRPd+hsGAIxtgYtFqNX7sQybKM1WqjptbE7j0HefHl/1J8/DT3/fA2br3lSqKjDSG8ki5A7PIjuHTwRbTctARC3ACrqTHx7L/f4rU3PuKuO27gRz/4DgkJcWg0/u5C1FRQSZLQ63WkpiQxc/oEBuf35/W3PuHJp1+movIC9/34NuKMsfh3YZE9MA9CuAQ9FjcV05eIxwHW6fr6Bl5+7QNeee1DHvrVj7njtuv8bmFdpH0aSZLQaDRkZPTmf+6/k6SkBP79n3cxGmO463s3XGx5+aRJHhaEh1LPFLQvhEsQgYSohgVh0m63s27DNv75zGs8+It7+MGdN3qfBQzgMiRJIiYmmjtuv466unpefeMjsvpmcPnCGagklQJBFUOIgvaFA6ogAgnhusAAbMqyTGVlNQ/8+nHmzpnCT358m2+uCwFWZElq2iz2+3fcSGHBEN54+xMOHzmBHC43JKh0viGESxCBuAgZoxT+hrGSZWw2G888/wY2u50/Pfxz3/2tgqjbkiSRnJzAXbdfz7lzpaxdvwWz2dJaprZ/giPQmxza5psQLkEEEqJKEWCgu4qKal5982N+et/3SO/Ty/cxrQAuQ5blJncJiwWLxcrIwiGMG1vAki9XcejwcerqGqipMXHm7HmKDhX7J1xdEUhQIcQYl6CHEsCsYgBC4nQ6eeu/i4jS67j91mv8N+AW1wV1OBys37Cdt95dRFV1LdXVtZwtKaWsrJLpc7+DxWLFYrECMHbMCNZ98x76Thu4urkJETTGJYRLEIH44scVwKyiv6WQZex2O58s+prrrplPQrxROeNuCqrRaDBbLKzbsI0jR0+4Ta1SqVg4fzpql93WyHaFANFVFEQk/jifhrb/c+r0OfYdOMzlC2f6n9hd0bwUecjgAUyfOs5zl1SWmTt7cofxNiXvhRJhMQJHCJegh6NgtFMXfLtxBzHRBsaPLfTffIBd1oz03kycMIrk5ES356Sn92LYkLwO4haKeDnd03oTwiUIUxTcXTpgvFfK3XsPkp+XS3R0VBeUpwm1WsXoUcOYMK7QZatLpVKxYN409HpdgM6v4Y8QLkGYEszgsQeFU1D8ZBmKj59mwIDsAA0EnnfegBzGjRlBjIu1irIsM2/OFDRaT0PYYRZ/3k+EcAl6IG2D5bn5KiA6juvIlJdfoFdacnA7jgWQ1mCIYsK4QvLzczt9l5gQx+hRw9CoXa2PDHJdU5gghEvQgwnVRhkX7TaazU3rBLthqc3IwiGMKhyKtk3LSqWSmDhhFEmJCW66iZEtWC0I4RJcAijdLbporymOVoi6XV7MJicnMnnSaPpm9ml3fN6cKeijXPlu9RyEcAkuAdr0yRSpvxdbLXHGWGprTRftK4b3TS0kSWLalHEMHjSgtXWl1WqZMH4kOm2LcCnVNZQ7fJZdfO54XugQwiXo+bTdtFXJ+otEr7QUSksrmo/7u9DR05e+2eqb2YdJE0aSmpKESqViZMEQMtLTUKk6dGuD1pOObhWSi88dzwsdQrgEPZ8QbfclSdAvJ7PJg93VNmBuUW6RuEajZu6cqWRlpSPLMjOmjScmJqbz+JZS8eOD+V5BxJIfwSWJLMvIDjuy3RKUnSF52bz0ynuYqiqINnSdL1dbhg7MYMSQ/hw4cITJ44ZhUDtwmOsCtidpdKg0HcfI8C5+vmzA4ct5PiCES3BpIss4LSZsporATQBTR2bz3gsPoWqsxGrpnhk7CZg3ZRinT50iI0mHo64MZxD2NMZU18IVLGKRtUDQgQCiicpOGdnpCDxLWSYl0Ujy6EFIOJGDUYsgmTFxBA0NjSTFx4DT4VevrdOt83ohHVN0fbx7IVyCnoFCv+b+VCtJkmgaSmrv6NmV2xa2EBsTxTULJ6P1e1OO9n6wvpWp41n+XIkyVy0G5wWRjxKDwgoGVW3ZbdBTVoq7xkoSuoA35mi20bHQwd7XEHpJCOESRD4SBFwzOgwYy66+CwBP8hGqkbCmFmAQ1oNpSHmzp/BFC+ES9BCkwKbrPXkN9IzVMWFM4L8MQrgEPYdgp+t7AhG1sifwByKESxBhhLZmerYeAaoQqBZEwKW1RQiXIMJoUzMVqmxtzXiu9z24yRZhlyaESxC5uKpsAYhZhNVZAUK4BBGHl5DOQoXCFwW7o0K4BGGKu7e8G/YDjGB81QqX58kev/VurWMyqcP3QSCESxCmKLkBonKmvGYjuzgWaDFklx/9SurzKgCPB/19FpKXZME/WyFcgjBFQbXpWE8UMO3WJcyDX5in6uqySJLLj14TevTMV8SbXWkXe/8RwiUIU5Ts/3WoWAqY7rjEWEl7wSb0aEsRb3alXez9RyyyFoQnii7oU7ZidSyaJ+t2u4Mde49QXlnDhNGDSU6MU7Qs3UooFl36iGhxCcKTEHTvlMJjl0+WsTsuhspxOp3sPXictZv2UlNbH/rCdQnNcealNp+7GCFcgsgghKGHlax2taYGVq7bhSw3WdVo1MycXMit180iLSVBwZxcI3eJhniKOd81COESXDq4qV9KVTu73cHeouO8+8k3rQKiUqnIze5DwZBcYmM67zqtNMEEh/CZ7h+bF2NcAoEr/B2+sdsdbNpxkIf//ibVNfWs/nYXvdOSyO/fl+OnznO+7AL5AzJJTU7gQrWJtRv3MGnsUABWrNtBTHQUMycVYow1cLa0knUb9xIVpWPutFHtBM/ucHDydClbdx7C5nAwtjCfAf3S3exaHSK6f2xeCJcgwlFqgLiDHX9NyrJMXYMZnU6H3VGL2WKjpraer1Zt5T9vf0lSgpEH7r2RktILPPfaZ6zbtIff3P8dTp4p5VzZBdZ8u5uFM8dx6/WzeH/xampq61m/eR/bdx/hT7+5EwCzxcrGbQfYtvswI4cNYNP2g7z/6Wp+8v2rmTttFBqNOvDb4SqhLAfXhAs2vQdEV1EQ2fi6s0wwdnywodGoGTVsAAOy04mLjWbGpBGMHD6AcSMHkdc/k6qaOuwOB/n9MxlXmI/V5qCh0cwPvrOARx+8g5mTCnjr4xUcPV7Cg/fdxMMPfI9ZUwr55Mv1NDSaATh+8jxfrtzCpDFDmTJ+GFfOm4hWq+GDz9Zw6myZ18vw+/qDFR136RXoWooWl6CH4KatoVQsZm+nSBJ6nRaNRoVKpcIQpUeSJFSSRHxcTOt5UXodyUlxaDVqRgzOpXdaEmq1ijGFebz10UoKh/UnJSkOh9PJiCG5fL58E2UV1WT0SeHI8bN8s34XccZo1m3eh9liRa1WARIWq02BCw0xLY9IbE8muCRw1/9pd1y5LomS7kmuwimrmo9pterWRkl0VBRItG52IQFRUVpkGaw2OxaLjTPnyslMT+Und11FTLQBZHDKTiQktLoIqMoK9hpFV1EQ/rh74UM0KNwtPpVuFwvKTS5TkoRapcZU10BpWTV6rRa9XoshSt8Utdrpf/9L+RRevhfRIQQCwsoptT0yDqez1ZdLCfR6LX3TUzh6/CyLvtqA3eFomhCob2TNxj2UnK/026ZvAu1PzCAvC6HEhrCCS54QzlgF2ldUqVUkJRqpqzezZWcR8XGxZPROxmKxYbHasNrsOJ0yjWYLDoeT+gYLDmeT57nFagegocECgFOWsdrsyDLUN5hRq1Tk9c9k3MhBvPTWEs6VVjJ+5CB27D3KnGkj6dM7Sbnrb0eg9zi07VbR4hJEJiH0tJQDNG3Q65g+YQR1DY088uTbnD1XwabtRWzeUcTx0+dZuW4nazbuYdnq7ZgtVt75ZCX7io6zZuMe3l+8mii9jude/4yDR06xYfM+PvpsLbIs884nKzl1tox+WX349U9vZkheNu8uWsWv/vgyGo2aEUP6o9WEeRvEc8Avv5HkANuztbW1xMfHU1NTQ1xcD1o4KuheHCawl/mXJoAWkux0Yq+vwmbyMy9vdmUZm72ppaTXaRW13YLFaqO0vAq1Wk2vlAQ0bXavDnRioW06bVwa2thkBUrqQ6F0WSA13Sd/NCXMZVog8IEwioDatKN0aASrBb1OS1ZGWvuDzeKgeMdOCSUMAaKrKBAEgMI9n+AJla+nEkoYgkgfQrgEEUT4TCN6DnUcPgS5ICA0KHCfhHAJIogwVIYQECpB6Ri1OZLvphAuwSWNEiKhtNC0xucLhd0Q59FVCOES9Gy8bA7hV6sjhBW9k2l/Z0kDyTTgJpfs5u+uQwiXoGejyOYQntN30TrukKYPLLeOf3cdQrgEkYmnH/mu3EcxTO0HmtbndC3un764gYbgRgnhEkQm7n7ku3DUOdTZBGNfUX8uV/thtKxc6LiCweW5ARbGA0K4BD2bdsMwQfz0d+dAdnfPIPgTQ6uL9s4QwiXoWbiLhy65+jIIu11JiAbRInhSUQiXQBAoriq+zw27MHC9j2SXCCFcAoGvlbfDeS7DtLv7wuWJHU27PKgM7oTS59ZcgDcpRAjhEkQ2nepJABXHl8ob4kF/j0uIlNACDxn4Zt6fQS43KBhYUQiXILLpVE8iKJ5zMDsQKdiw6bLhOwVjqAnhEkQmClZc5Ts3Pg5ydYe/QzAEGnI+BDtfC+ESRCZewpv7bUpR9XLfBZM7nKMoAV6Dz8n8CTnv6biIDiG4NPFhlNwXlFwO5MV8CLMJ2ni3eXoE8WMhIqAKIpDgq5qkUqGNTVY2RHGgBDLwH+lxaSCo8osWlyACiTDnI1fLYNriUwV208qMsFuhFEK4BBFIODQ1PI9gtf5bli8ug5G9KZgnQhiaIgIRwiUQ+Iy3zVFdjEK3dQGQFFjI54teXgII4RJEGN1YSwPdcDHg/Fwcc6uXl5Z6CeESRA4ydGvfqKuz9iu/S6vPKIRLEDkoXjfDqJXi1nkz1M5ZCtvrolsqhEvQs/Cr4oRRK8Wt82YInbP8uVcKLFVUEiFcgp5Fu4oTRi0qf/Bn8tHvS2yTIIx021+EcAl6MCGqmW2jqoZKG0PWwlHwnnTj74IQLkHPw9WuWUpWsrZRVYPRAXdlkhRWBFf3IWShcroGIVyCnkeXLhKUXX70CbdlkgKz508+Qd+P7ttTEYRwCcIVJYLOdVwWo1hdc+OIqrQ4KmGv4zUrVsbu21MRhHAJwhYFK4Ti+5d6ivIZrG2FbLSgyDX7W6DQt8KEcAnCk6722Qplt6w7bLQj2Ivzt0Chb4UJ4RJcIniJfxyprgE+aZKSfU6lzgsOIVyCS5hIVSvcj1kppRsyHcYZA/DPkGXlVwQ0I4RLIAgVoYzk4GuY5IDty8FvbiFJ7l07grQthEvQswgnZ3mJzj5UirkhEPy1evRzCyaov4eWmkLPRwiXoGcRbr0/xePaK+h+4UvZAorIIXlwrvXTlBuEcAkErginlltHurJsrULj5+B8iH9AhHAJwp/uEJGwabm5uPhuKVt4hYcQwiUIfzoNt4Rzc6gDQa+XDM0YkXeUnJ5UHiFcgshCav1fN+JHZVR6jKvLLl2x6UmF7LRHCJfgEiEU62gCyLJbGosR1EL1ESFcgkuEbmileY3K0FWCEsC1h3dPUQiXQNB9dHeX1wPh3VNEExqzAkEPwoXjaGlZBWazFQCVJJGWloyprp76+kZ0Wg0pKUlotd6rV319AydPnSU/L5eGRjOnT58jKkpPTnYGKpUKp1OmttZERWUVWVnp1FTXUlFZTVJSPCnJidjtDkpLK2hoNJPeJ43Y2BhUqjAWRFDEEVcIl6CH07xeLpglJi6Snj9fztcr1nP4yHEGD+rPD39wC0eOnuCjT5aycP50Jk8c7VW4Tpw8w9Jla1i2fB1P/OlX7Ni5j01bdlFTY+Kn997OqJHDKDp0jM+XrOTEybPc8/2b2bZjL7v2HKR3r1QuXzCDRrOZDRt3UHToGBPGFXLLjVeQkBDn4jbIYTKxoUwRRFdR0MORghMtN2M0eQP70TezD199vZbPlqzEYrFy9NhJLBYrA/pnExWl92q6vqGRb1Zt5MuvVrN770EcTicjC4ewZt1m/vns68iyzIUL1Xz19VqWr1zPiZNnSYiPIzkpgUWLv+bt/y6mtLSC7KwMHA4Hz/37bU6dLkF2tbhZiV20wwjR4hIIAiAqSs+N1y/kfGkFf3z8GZ7799s4ZZkHfn43OdmZPtkYOnggE8YX8uVXqxk4IIeRBUMAWLZ8HRu+3Y5Go6awcAhjRg2nrLySkYVDyO3Xl0H5uezYuZ9aUx0TJ4wiI70XsTEGNm7ayblzZQwZPACNumdXbdHiEvRw5OBCqLhppEiShEql4o7br2PB3Gn859X3yeqb7rNotaDVakGS6Jfdt/VYRnovampNzdlL6HRadFotaanJAERHG4iPiyXOGEtsbAwA8fFx6LRaTHX1OBxOF+FuQrklUdcjhEsQ5igQvTPY8CwuaSpXbIyBuLhYkhLjWbpsNVXVtf6VzkXZNBoNTqezzUmd00iq9lVXpVKBJOF0Nt+vjmKtRFfR26PoQl0UwiUIc8J1XKapXO998AVjxxTw8O9/xuYtu3n+3283jTF1N6EQa28mu/BRCeESCAJAlmU2bd7Fnn2HuO6aecyaOZEbr1/Im+8sYumyNb5aoa6uHlmWsVitrUcdDgd2uwOr1YYsy5jNVpyyjNVqA8DpdOJ0OnE4HDgcjqZjDkerHUWEUzigCgRBEgYNmI6FWPHNBn7w499gMtVjjI1Bp9OSnJRAcfEpfv/wU3z4yVJsNptHU5u27Oar5euwWm08/+LbnD5zjqXL1vL1iqZjzzz/Jl98+Q2r126ivPwC7334BQeKjrJs+Tp27j7Atu17+WbVRnbuOsDiz1dQVl7J4s+Xs+/AEex2R3CXG+YOqJIcoDzX1tYSHx9PTU0NcXEu/EYEgkBwmMBe1t2l8IJMQ6OFCxeqiY42kNjsN2Uy1VNTa0KtVhMXF0tMtMHlGFYLZrOF6hoTNpuN2JhoYo0x2Kw2qmtMOBwOjMYYNGo1prp6nE4ZY2wMUVF6zGYLdfUNqFQSxtgYNBoN9fUNNDSa0em0xMcZ0em0HvMOG3RZIGkB/zSlZ8+ZCnoeMs1xzLuzUkpEG6KIzujd7mhcXCxxcbHtT21b1A7FjorS07uDv5dWoyE62tDuWMvMYYsNnU7bKR+9XkdSAFfiHqXucWielegqCsKfTiHMI6Al0ULQYW06zg4GURa/CO++omhxCcKfCNIpAIvFyqo1m3jqX696PO/Ky2dz5+3XExNjcPm95M2FIZStT1mBXX6UtNMBMcYlCC8iYozLM7Is43Q6sdnsHY4DyMgyWCwWzpacp7yiivr6BhobLcTHx5IQH0dSUgLZWemo1WpAaq333TJmFagu+ppOjHEJBIRqSMUvJElCrVajVqtbRazWVMeWrbtZumwNa9dv5fCRE1ibXSAkpKaNcdqEpY6JNjB8WD7jxhZwzVVzGTt6OBqNBpVKdVHAgr1WD+NvFy8mkIw8tLIUej5CuAQ9izDpVsqyjMPh4GxJKZ98+jVvvvMJp06VMGhQfxbOm85vHvgxg/Jz6d07lWiDAYNBj8lUT3WNiQsXqti7/zC7dh9g7fqt/OfV9+mfm8Vdd9zALTdcQWJiHGq1OvgWmMfxt7YKE8D2ZC7tBGDKXQ6iqygIK3pAV9HpdFJTY+LrFev513NvUFVdwzVXzeX2W69h4IB+aDRqn23Z7Xb27T/Mu+9/ziefLqN371R+9pM7Wbhgumt3CyUnAz21nHyy0VwYVyZaxr4C7CoK4RKEFxEuXA6Hk9NnzvHKax/w8aKvmDdnCvf9+DbyBvYL0q6Do8dO8szzb7J2/VauvWoeP/zBzfTpk9YcONCVgAWoYkp3tz3ZE2NcAoEnvNRGBSqrw+nkxMnT/OPpV9m0ZTcP/fpebr7hcnQ6bXCGAbVaTX5eLn/+4wN8smgZL7z0DtU1tfz8/91FVt/0zlFP27mN+HlxSne3Q9B9F35cgksEL7Un2MAJskxpaTlPP/cmO3Yd4E+P/Jzbb71GEdFqS5wxlu9+5yp++5v72LOviJdeeY9z58u9rE8Mk4E/BRHCJQhPlIywILv5O2iDzf+SZRobzfz3/S9Yu24Lv/31vSycNz3YTNyi1WpZMG86P77nVr7dtIPFny+nrq7Bc1HDYr2ncgjhEoQnijg/tthy83fAtJ81czpltu3Yx8uvvc9d37ueyxbMCDaDFtNu0em0XLZgBnNnT+GLL1exa/eB1kgRLovatteoaOG6RxGFcAl6Hl24EassQ0NDI08/+xqDBw3gztuvbwrq51NiL194EVhjbAw333A5BoOeZcvXUXmhGmia1TSbLdTW1rmOP+8xb19R7FcgIMTgvKDn4apOhWKWTG7qJm7ZtodNm3fx1uv/ID7e6Lsdd2WS3bgQcHHWcv+Bw5jNVhobG3HYnXy5bDVWm434eCM2qw2LxUpCQhy//J8foNG0qeZK6k03OvsK4RL0PNoIS6ATax5pU/mdDpm33/2UEcMHMWnCyMDK2cm++8JKEhw6XMxfnnyJ0tIKzGYLprp6Ghoa2X/gKA6HHYfDiSRJ3HTDZRdbXB3vgxL3oxvH/IVwCXoW7hy+Q7IOWaam1sSKb77l9w/dR5Te+5Zk7XBbJveFValUpKQkotfpOHzkuEfzly2Y0RyL3oVppcSrmxBjXIKehV8VMfiBr127D1BdXcO8udOCM+SuKC5mV/MG9GPqlDEeXS30eh1TJ4/xPN7m5/JDRc8LEiFcgshB8UoRfHNjy7Y9ZGb2oW9mb+8nB1IUF7OrsbHRjBtTwNDBA12uV1SpJCaMKyQ1RcHQgr7eqi5qwQnhEkQOrZEKugm58z+LDh1jUH5ucwia0ObXgiRJjCocyrixBW6Tzp87Fa02QsI3B4AQLkGE0Y0VsWPWskzJ2VL6ZvbpmvzakJKSyNgxI8jM6N1JnJxOmdmzJqHVBjiErfRvQwh+a4RwCSILvyqB24EjBQrSRFV1DUlJ8QHYD64MKpWKCeMKGTY0r9Nyn/y8fmT3zXDT2vIh31CvVVTAd1UIlyCy8Ku76HbgSJmyAA6njFrVsZvoIlJDpyL7W4bO1zwoP5fRI4cS02ZzDY1GzZxZkzEYotwIVxh0HRXwJRPCJYhAwqDyNaPRqLHZ7Z5P8hI63jcd7iyGKpWKaVPHMSi/f+thu93BjGkT0Ot1vhiNWIRwCSKQLhyE8ZiVRHJSApWVVcFl76sOd9jtSJIkJk4YRV5ev9bWldEYQ2HB4MDHt7oS0VUUXFq46IopYk/ubM+TqEjQu1cq586XezhJdvM5AFyUJSbawIxp48nOSkejUTNj6niMbfdhDGdEV1FwyeGruLhLLrv6I9GyQsb19+3/APTPzeLQoWJkWfZss9NnZf6AxJxZk8nqm47d7mDK5LFEx0QDweXl9Z77833H4wo0mCOgPSkQuECBYS67Q4PN4ecynbbIMoOGjKKq+n3KqyRiY7qnpdM7fRCFhaPZs+8Io0ZPRFIl02gNvE2iVVvRamydv/B2z32dCxG7/AgueTqtt/NtAZ6MhMVmwNSYGHjWsszI0Vew5MtpOEinpp5Q7X/aNldcXd+MWTdy9pyJmLh8TObUwCw3l91oqHItXMGi4M0RwiWIbDrVg66bcZQkiZiYWGJiYtscUzIH38NbjB49HovFQkJC4Mt8PJfd1xXZHs5T8OYI4RIIwpKOAuDZ+Umr1TF16qwQLvFxYdelRnXND4cYnBcIAkDJkPiu8V8A2u1y3RVrOrvRnU4Il6Bn4W4GS3b1ZeC0bdiEXsQCIXycdEOBEC5Bz6ZdDys0lTl8AzAo5IfgcsmSAucGgRAuQWTirnJIHr7zxazPaeWQtbSUs6uQH4KrJUsthexYWJfnBpatJ4RwCSITLx7tAZv1Oa2EJIWmmxi+Lbg2tBTSl8KG4HqEcAl6NgquuHGFMiIT+jA4rVYUMdMxLk3XD/IJ4RL0bBTcMKN9pe9cWQMVBVmW2nx2d1bwYXCU8//s6Jrhp1EFdE4Il0DgI+0rfefKGqgotE2nXDdRufIpjgLlEMIlEChEeLpFBIhS1xKieyKESyBQiOBaNGGmekq1zgKMHu0NIVwCQVgQuFJEXEtPdBUFAsKusdLVuGrphZWYCT8ugcAFQTqd9kTCZiAehB+XQOCWcKqoXYA7x3UFLPt5PNDzgkMIlyByuYRbWf44rnuis/C5W6/ja0ZdE51CxOMSRC4hbGUp4azZFIe+qQJLktT6b5VK1e6Y0+lsPeZ0OgFa/91yTJJAklTNaZTrCnq30/YEb8EE237va/yuwBDCJQh/3L3wClaEjkitG88G4rEu4XQ6qamp4ttv16LT6Rg+fCTr139DRUU5c+deTk5Of2RZ5tSpEyxa9F++//37uHDhAosWvUt8fBLXXHMT8fGJFBXtZ/XqZSQlJXP55deRmJjcSWxCHy66hUCDzvuY3A+EcAnCH582YQiFigVirylNRUUZr7zyHG+99R8mT55OUdF+Dh8+yLZt37Jr1zZ+97vHOX78KI8//jv27NlBdnZ/du7cjMPh4MUXn+bbb1dzxx0/4ssvP6WhoZ7161dRXHyU3//+iU5RTsNqIN4TosUlEHTETY0IYavME2lpvbn66hvZu3cnarWGa665ib59c/jXv55g0aL3qa6+wNSpszh8+FYOHTpAbGwsf/zjU0iShFar4803X+Smm+7gr399nqqqSp544g/s2LGF+vp6YmNj2+Sk5AWG+Gb5Fj7fJ8TgvCCy8TYG3I2tEbVag1arJSMji4yMLAB69UrHarVgs1kBMBiikSSJgoJRrS2pvLzBqFQqhg0rBECj0ZKe3hebzUptbVUIS+yiDxoM7tILB1TBJU8XC5M/dblpQL19AXU6XTs7F7+/eJ5Go+1gR0Kt1iDLMg6Hs2Muipa5Q8YBJlQovQeEcAkEfuDOSz2sPNU70FJm2WMhw/gCXCCES3DpEKK66a5h4XQ6cTgcyLKz1c2hxSXC6XQ0t6DsADgcjovFlJ3IMjidjrbWWtN5x/WFet66LFJG+JsQg/OCS4cQbdbqyh2hsbGR4uKjnDt3lpiYWE6cOEZMTCzHjx+lrs7EgQN7MBrjKSo6gN1uZ/v2TcTGGqmrq+XgwX3IspOdO7cQG2ukoqKU4uIjmEy1HDq0n9TUXkRHxwR8oV3nPuGFIH5IhHAJwpNumg30nYuFcyUCTqeT+Ph4rr76RuLjE7Hb7VitVvr1G8Cdd/6YpKQULBYzgwcP46c/fQC9Xo/D0XTOwIGD+OlPf0VUlAGHw44sw4gRo8nNHYjBENPaevOfppuqmGgF+4yC2RtA9tzxdUttbS3x8fHU1NQQFxcXeAkEgrY4TGAvU0a4PNhwyhIN5lhMjYn+m/XYYgl7xfWK0VBFrMHUNZnpskBqmozwR1PEGJcgPJEUGJBypx9BmvbcYgkmNnwoBuFCMSCv0H6NQSCESxCmKNhq6VivAjAdulnDzhtldMwrkLwvpul8sZ6+8w2F9msMAiFcgjBFQaVQoF51xWC2u1k///OWPabx2Z7c6YN/Cd0mC/7ZCuEShCl+9PMiywWpC/BP6dy26KROH/zL3+2O1sH/CohZRUGE0fmlf+Lv/+bd9z+noaERjUaDTqdtPU+v16LTakFqOmIwGNBqm197SU9GZj7XXnsLI0eODVF52w7Wux647zjY76lF5H5iIPAQGl3mGiGiQwgEtNbJrKwMGhoaOVZ8Cujc5Wr7b0lqcgeQkMjI7Mu1132foUNHBF8UWfbi4Okef2Yo3Z/rUwiNHoMQrgimuLiYAwcOYDabARg3bhy1tbUcPXoUu93OtGnTSE1N9Vqh6uvr2bhxI3a7nbFjx7J27VrKysqYN28e2dnZqFQqSkpKeP/997nrrruora3l3XffJTU1lRtuuAGj0cjhw4dZunQpqampXH311RiNxhBddZvK3PzXxHGF9O6V2ipcHT18Ov5bq9UyOH8AT//zKXIHTkWrbb82MBDc32PJzee25XMnSF0pOpHlxiGEK4Lp3bs3K1eu5G9/+xs5OTkUFBSQkpLCjTfeyB/+8AcSEhK82jh//jz/+te/eOmll5g6dSrbt29n27Zt7Ny5k7Vr1/LYY49x5MgRfvvb37J7925SUlJYs2YNFouFjz76iJUrV3L33Xfz2muvUV9fz7p169i3bx9PPPFEiK66c+XKyckkb2AO23bsxWKxekyt1Wq55qo5PPvUoxhi+1JnDl60XNMiBK66iu1Fovu92GVkWUHH1C5ACFcEYzAYuPPOOzl16hSvvvoqRUVF7N69m9/97ndce+21PrUkevXqxa233squXbuw2+1cf/31/OY3v+Gvf/0r7733HmVlZcyZM4eioiIOHjyIWq3mhRdeQKVSERsby8svv8xVV13FG2+8QVVVFQ899BBr1qyhoaGB6Oho5S62Q4OgbSvKarWRl5dLUmI8586Xu0wuSRJajZo//O7/8etf3oNKraXB3DYMstItDlchjD2ENe5WIku0QAhXRCNJEhqNhvvvv5/t27fz4IMPMmfOHH7yk5+g1+t9GnNpClynRa/Xk5mZycCBA1Gr1fTt2xer1YrZbEaSJGJiYpAkiUmTJqHRNL02BQUFSJLEhAkTUKlU6PV6cnNz2bZtGxUVFWRlZSl4sRfFSpZlrFYb+/Yf5uNFX/HJZ19z+nSJ29aWVqshIT6O995+mpnTJzTZaL3+NhmEDH83nPDHbnA2w2bdop8Id4gIR5IkUlNT+eEPf4jNZqNXr16o1Wq/7bTdwAFAr9cDF8VCpVI1D2xffMtbzmlbFq1W2xz1wJcoBt5piaZgtzswmy0cPnKCfz7zOrMW3MbM+bfx2RcrueaKuWxY/QFXXzm3eUbxIjqdlknjR7F72xfMmjGx0zU05aFIUV2UvcW2BEghCH/jbhbRDwueRCvYsoZwUYBocfUArFYrRUVFFBQU8MILLzBlyhSmTp2KWq0OeKarO2kRS5vNjsVqpayskq9XrOezL1awdfsekpMSmTt7Mk/88UHGjBlOtMEAwOULZ7B5yy5KzpUhSRIGQxT3/vBW/vzoAxddIFwQqlvU0W7XbWihULc3WBPe5yUCRghXhGOz2fj0008ZMGAA3/nOd7j77rt56KGH+Oijj8jIyPDZTttuWNu/Wz63/eMubcfz/UWWZSwWC421tVRUVrFm7RaWLlvNt5t3YoyNYerksbzx8t+YOmUsccbYDolhxrQJxBljqaisolevFJ7++++5+so57bb66h4C6Sr6Lj6du3uhDmvTsWz+CKUyoiqEK4KxWCxs2rSJ/fv3c8stt5CVlcW9997LD3/4Qx5//HH+93//lz59+rjsHrXgcDioqqriwoULxMfHU11djcFgoLa2FrPZTHl5OTU1NZSWluJ0OikpKaFPnz7Y7XYqKiqQZZlz586Rnp5OfX091dXVWK1WysvLycrKah0Pc4fD4aC+vp66ujoqKyv5dsMqvlm5jE1bdhFtMDB+bAHPPPV/zJk1iYR4DxEDJOifm0Vh4RD69u3Dk3/9X4YOHhigaIVqoF7JNBfLKEn++ZEF3/ILZq2iMvdVCFcEc+bMGRYvXozFYmmdQYyNjaWgoICtW7fywQcf8KMf/QhDc1fKFSaTif3796PRaLBYLGzbto2UlBQOHz5MRkYGO3bsQKPRcOzYMYYOHcqKFSvo3bs3586dY+/evYwcOZIVK1aQkpLCmTNnKC4upk+fPmzbto1+/fqRlpbWKU+Hw4HJZOLChQuUlJSwbt06NmzYQFFREXFxsYwqyONvf/41c+dMITEh3q978psHfkS/nL4YjTFBdJMjoXvd2cnW35ZUlw/MKzhHIeJxCboEh8NBbW0tZWVlnDp1iq1bt7Jjxw6Ki4sxGo0MHz6cGTNmMGfWBOKjLSGvUIHH42pbXcJF4Ly3ENu3yDyf7zYelz8bWftKgPG4RItLEDJaWlZnzpzhxIkT7N69m71791JSUkJ8fDwjR47knnvuYcKECcTFxTVVrJZAgkrSqUIF0xX0tPg7EJvu0/neIvLN7cWf8wPKxl+zInSzwBX19fWsX7/e40C5wWAgLy+PPn36KJKn0+mkrq6OEydOcPToUfbt28ehQ4eoqKggLi6OYcOGcccddzB27FiSkpK6YODcVe2XkJDRqm0YdHUhzj/y0KhtXZNREA1WIVw9GJvNxvHjxz3GKDcajaSnpweVjyzL1NfXc/ToUQ4ePMi+ffs4duwYdXV1JCQkMGzYMAoLCyksLCQtLS0gP7POmeJj48f1SZIEep0Zvc6sXDmCHtNvYyDUSwe93T+v6eWWWQHvzcIQXIsQrh5MfHw8d999t8dzPM04ekKWZRoaGjh06BB79+5l9+7dnDhxArvdTlJSEmPHjmXIkCEMHTqU9PR0r7OLnTPA88vu7TtX6YOtQN68AJSarVOyogdyH3zJW5Ka7fhwcggEWAhXD6ZlSZCS1NfXs3//frZv386OHTs4c+YMWq2WXr16MXfuXAYMGMDAgQPJzMwMLm9FnB871NCgbXZYJN1WIIMRG8UF0JMtBacSu3FuQgiXwCt1dXXs37+fjRs3smnTJs6dO4fRaCQ7O5tbb72VnJwcsrKyyMjIUFwoA6NFCVzUrKBaMy4WSQezbtpDMUOHYv3abiUc3jJBGGIymdi5cyerV69m69atlJeXk5SUxKBBg7jlllvIzMykT58+9OrVK0Ri5aJi+VzXPJwUTnW1W8sSTjfCf4RwCVppaGhg7969LF++nHXr1nH27FlSU1MZPXo09957L9nZ2aSkpJCcnNwF6yBd2PanS+bxvBC0NiKpAeNLWZW6nhDdFyFclzgWi4VDhw6xdOlSVq5cycmTJ8nIyGDKlCnMmDGD7OxsEhISiI+PD49F275m33qeq5oTgmtQ0oVLydlJV8d9Gnz3NQ8vhQ3R6yKE6xLE4XBQXFzMkiVL+PLLLykqKqJ3797MmDGDX//61wwaNAij0Uh0dHR4iFUnZJB9rIDh3AxyVzTF1xIqZtiFre65v4oJl0OWOV1n58AFi1ImewwD4rXkJei9nxhCZFnm5MmTfPHFFyxevJidO3eSkpLC3Llz+eUvf8no0aOJjo5Gp9OFqVi1xRfRctMSiJgunb8F7foIDd2JYsIly1DZaGfvhSAd+nogRp3UbcJ16tQpvvjiCz755BM2bdpEYmIi8+fP52c/+xlTpkzBYDCg0WhaAwX2HNxci7e1dt7O6TL8LYQ/PmBuTuhOp1c/UbSrKNPR6bZjoHDC5KVwhUKFc9H1D9327a45ffo0X375JR9++CHr16/HaDSycOFC3nnnHebOnYtOp3MZ0TRyCNGL1NW3QunLCNZeqK9fQfshHuOSPP4zvFDYKa8LrrXtGsTz58+zfPly3n//fVatWkV0dDTz5s3jvffeY+HCheh0uotFjEixaksIl8V05Y9rsPmE0nHVbSahTucbIRYu0eJSmpbook6nk8rKStatW8dHH33EihUrAJg5cyavv/46l19+ebtddiJfrNrix+yYv3TlbVK6hRSSdy5Qg6G9kWHe4grGCdFfwrfF1SJUNpuNqqoq1q9fz0cffcS6deuw2+2MHz+ev/3tb1x55ZUkJyf3MJFyRYiur6vHuJTOJ9gfzEt1jEt53DghXgK07JRjsVgwmUxs27aNTz/9lNWrV1NfX8/w4cN56KGHuPLKK8nKygqDuOrhRgCzimH1bgU4q+hTEje2xRhXKAnr/mbQWK3W1hjse/bsYenSpaxZswaTycSwYcN48MEHmTdvHjk5OZdAy8odvvhxBTCrGFYEOKsYEtvhRwQKV1fd9K4TSIvFQk1NDTU1Nezfv59vvvmGDRs2UFNTQ35+Pvfccw/z5s0jPz//EhartvgzvhXGP3Td5TmvCCEezPWC8sIVxu+Jf/j74P27cLPZTGVlJeXl5Rw8eJANGzawfft26urqyMvL484772TWrFkMGTJEiFVQBHPvQvwyC8/5gFFeuBS/jnBydvGUzrvNlu2+zp49y6FDh9i6dSt79+7FYrEwcOBAvve97zFt2jQhVkDXTsy441J/BuFLBHQVQzH1Ekra1y6HzcqZ0+V8U3SOI0eOsH//fo4ePYrD4aBfv37cdtttTJo0iUGDBvVA7/VgCGbw2IPChVOPoFvLEk43wn8iQLiCJVQOVc1/dzLd/kCjqZZlqxZzfusqNBoNeXl53HrrrYwZM4b+/fu37ocoUJKWZ+Di2SsyduQiNnwgr5mHYoaOboleqDiXgHCF6AH5aFat1ZHTfwCz89IZPnw4eXl5REdHi5ZVlxCq1rrk8VDAZruEnvHeXQLC1b1ExRqZPH8h09JjursolzDhNE7aXdlEdtewI0K4AsL3PalEyyocaPOsfI7j5Yu9jijsbuDl3XE6ZU6fKWHd+q0YDFHMmjGRxMR4N2UKtlwd33m42EeGru73hpW7dX1VBTu//JBPH/9Vm6NKhVboHLsicCQ3nwVhSetjV0C0ZE+f/TTu8XX0bquhoYEjR0/w5jufsuKbb6mrb3BvJ+hXv+M7L7n43PG80BFWwnXh9Al2f/UJu5d+3Oaol18dh8P1hqcuX6rgbqrDZvO4K7QgTAmF+5Knz4BnpZDdpPEPvV7PoPz+GKL0WCxeAngqcQ+8vfpdWDXCSrjS+g8ioU8mDqvV5zTHtq6j8uSxNoLi4qVQ6MXdtvhd7FaLF/ESwiYAly0ducN3ftH5vdJqNSQlJWCIjgrAngvz3l5db8X29r2CnZ6wGuPSRcdgiI1rf9BDl7m+qpK9Kz5j0JS5pOQMaD4amqbqhbMn2fj+yxTMvxaNzlM0U9F1vBSQZZmNm3dyobIaaBKRcWMLKD5+mnPnykhIjGNkwRBiYi6GFnL3apw5e55VazZx681XsWv3ftau30pubhZXXjardfF8fYOZTZt3cuhwMUmJ8eTn9Wdk4RCk5v9clNB9hq7oitdWwTy6XbgcdhtHN6/l/OH9ZA4f1SlaqMNhp/z4EU7u3oKkUpFdMJZe/QdRW36eb//7H/avXII+2ghI9Bs1AUNcAtXnz3Js63oaay7QO28o/cdObR0kdzrsnNyzjTP7thOTmIoxtRcDx08DJBw2K+cO7+fErs2o1BryJ80iMSOb8uNH+OLJ31N+8hgH131NVIyRQdPmiYH3cKIbJs369+vLG299wieLl/HdW65i5syJmOrqefzv/+bvTzyEweCqJdS+oB9+/CWPPPYMFouNKL2efz3/BkWHjiE7Zb77nat5+snfU3mhmtfe+Ijhw/KYNmUcr7z+IQcPFTOycIiH0vlxM2S4uEu3zwk8/NuftIHRrV1FS0MdHz/6c07v3U7BwuupLT3Hxg9fbf3e2lDP0n8+zPp3/s2A8VNpqK7kkz/+gqNb1uJ0OjDEJxAVa0SlVqPWakGSWPfW8yx+/FdkF4whLTefdx68iw3vvtgUJsZuY9Ur/6ShqpIRc6/BVFHKpg9eBSTM9SZ2f7WIY1vWkTG4gLLjh3n31z/g1O4t2KxmEjOaQseo1ZqmvAThRchFq/0vqiRJpKYm8+dHHyA3J4vPl3zDsWOn+Gb1Rn73m58wdvSIph82TwP4Mlx95RzGjB5OeUUFDQ2NLFn0MmtWvEtOdiZvvfMp67/dTkVFFZ8vWcmgvP4MHjSA666Zz7ChecpdmtShXL4l8PBvf9IGRjcJV9PT3PDuS1gb65n83R8R3yudggXXkVM4vvUsm9XC/lVfkjlsJEmZ/cguHI+1sYGSg3uIT0snPW84UcZ4+uQPY+CEGUTFxrFv5eek9htIXGofBkyYTnyvDPat+LzJnsXMji8+oPfAIcT1SmfEvKvpP2YyAKf37qD0WBGDps0np3A8Y6+9DZVGy7bP3yMurQ+9cvNRqdUMmDCdAROmd/0tE7gnmHET2Y2BToc6VzhJkkhKiufF5/7EhapqfviT3xIfb2TenKloNM07JXkaa5VAp9MRH2fEGBvLTTdchtEYw6C8/jzyf/9DQ2Mja9ZuQqvVcOr0Oe79f39gz94iRo8cyrw5U4K4aA+4mzXtblsd6Frhau0HSjTUVLPry4/IGFyAVh/VtHGDSkV6/tDW06NijHzn8ZcomHcN1sZ6Kk4VIzvs2G2W5vObXoyWtJIkcdWvnmDKd+9Fq4+ipGgvyGBtrAdArdHidNh4+4Hvc2LnJuLS+jDy8puwWcyUFRdRvH09O7/8gOXPP86uJR8RFRuHSlKBLLd2C5vyEWsKwwoJAq4Z7lobPjzelndgyOABPPiLH3Kw6Bj9c7NQqfxf+yNJUuu2cJIkMX5MAU6nkzNnS0lLTeYXP/s+67/dxrzL7+DRx57BYrEqOMPdxo6Sk1oh9JLowjGu9g51FSePYmmoIzYpBUlqq58XP6s0GnoNGMy+lZ9RcnAv8b3TiU5M9viOpg8azuFNq1jxwhdkjxpPYp8MqktLgCbhWvizh/n0zw/w2k9vZvD0hSz8f7/H6XBgqiwjY3Ahs+7+Jdoog9IXLwg5kvfhkxCNg9lsNnbvOcjQwQN49LFnmTC2kF69UoL6cdPpdRgMUWRk9CImxsCP7/kOkyeO4o+PP8czL7zJhaoaHnvkl8TGelmR4dM96a4f4cCFtwtbXM1ets1ltVkakZ1OTBVlyHJnPyxZlrE21LPs2T9xZv9uFv78YfqPm4ZK415rZdnJ2jefY+uit5l//+8YdfnNqPUXRUhSqRg663Lu/+83FCy4nqK1y/jgDz+hpuwcKrUGU2UZteXnm85tfpjWhnpkV35igvAjqOl6/yuRLMvY7Xae+ter/PD7t/D0P35PZWUVjzz2LxwO/94Zc3MLqqUVtXHTDpxOmZEFQzl3vpxPP1/ByMKhvPLiE/zyZ3ezd/8h9h043Fput6UP1oUhpASeeRePcV3s8ydlZKONMnB081qsjQ2tD0x2OpBlJ06Hg9P7trNn2acMn3Mlao0Gp8OB7HQiO504nU5kGSQknA47Toed8hNH2fzxGwyaPAd9jLH5/OY0shOzqYbti98loXcmV/36ca5+6C/UlJ7l/JEDxKelc3b/Lg5/+w02cyMOm5W6C+Uc2bQac11t66+Sw25DdjjavWSXOi33oiXstNUPP7wAcguRXf8rkc1mZ/HnK6ipqWPWzIkMyM3mnh/czBdfruKd9xZjtTY7LPvgv2SqrePI0RNYrTbqGxpZvnI906aOZcG8aVRUVPHCi+9QXV1LTLSBYUPzyM3JwhgbQ319Ixarlfr6Bixmbz6GPYduc4dITM9i8LT5bFv8Lps/fpMxV92CJEmUFh9ClmUqTxej0UchO50UrVtOXFofTu3eQk3pWapLz1J5qhhJJaGLjqGs+BDHd2wkOi4RrT6KQ+tXkDNqAlVnT1F55jgNtdWcP3IQ2elk7VvPMWjaPKJijaT1yyMlqz9xqb0xGONJ65/Pujefo/zEEVKzB3Lu8D7G33AHUcY4YpNTUWm0nNixEUNcItkFY1Frdd4v9BLBZDLxwQcfsGjRIu644w5uuummEOXUflYu4B9tX9O6CVsjyzJfr1jHb//vSa69en7z6g0JnU6Lw+Hk3//5LzEx0Vx9xWyfQhdFGXT85ckXmTZ5HAeLjnL6zDleevZPSBKoVBJnS0r58f2/Z+rksVy4UM31184nb2A/li5bQ1l5JWazhVVrNpOWlkJcXGxAtySSkOQAJbq2tpb4+HhqamqIi4vD7pTZVWFmxdl6n2001lbz1TN/4ujmNcSn9SE1ZyAanZ7iHd8yYt61FMy/hnVvPs/RLWtIy81n6KzLOXtgNxfOnmDq7T8hPW8Ya998lsMbv2H4nKsZe8132fbZf9nxxftoo6KYeNMPsDY2sP6dfzP22tsZc/WtvPzDa0jum8vASbOw1pvQxcQy9prbADi+/VvWvf0CpccOotUbmHDjnYy8/CYMcQmYKkr58P/up76qkmnf+wkj5l/r8xjGpF6GHh0dwul0cuLECT7++GP+8Y9/8OSTT3LrrbcGZsxhAntZ4IWJwCAIP/vln1i0eBkHd3/NqdMlGI0xZGb0Bi62Zs1mCw2NZky19aSnp6HXN/9odoV4hxJdFkhNwt5RUzzRrcLVQk3ZOZwOO/G9MqirKCPKaERnaKroTqcTa0MdOkM0KrUGh92G0+FAq49q/t6B0+FApda0ehmbTbVoowyoNBokScJcZ0IfEwuyjN1mxWGzUV9VQXxaHzT6KNqucLdZzNRXVaCNisYQl3Bx2y8ZHE47ssOBWqtzLVpuXoSeLlzQ9Jx2797NZZddFmLhCoeQzn7gQyCR//fzR/lk8TKKi1aj03Wjj2Co76Mr+wEKV7d7zgPEp/Vp/RyX1rvddyqViqg2y4DUGi1qjbbN92pUKnW7NFHG9hcdFWts+iBJaPVRaPVRF481fdH6SauPIqF3ZudCSqBWa0Dt4ZZ1U+Wpr6+noaGhdbF5QkICVquVxsZGZFkmKSkJTbOIe8Jut1NTU4NOp0OtVnPhwgVUKhWpqant0tfU1HDhwgX0ej2SJNGnT9PzU6vVnsz7ibtaFJjrQtci43TKVFZWU3Ku1P1ZctN5JedLMdXVc+LkGbKy0tHrXPwwdoU4d7Tfmqe/mTef3zGZ1OH7IAgL4fKMUk/MbazliKe0tJR169ZRVFREYmIid9xxBxUVFbzzzjsUFhayYMECjEajRxsmk4nt27ezdu1ahg8fjkqlYtmyZTidTq6++mpmzJiBwWDg4MGDnDlzhnPnzmG1Wtm/fz9PPfUUgMK+bQraUjhMlssWVLs8JOx2O0eOnmDpsjUuzTicTurq6qmvb8BstjJk0AC+WLqKKy+bRXqfNKKjDe3vZ7DlDya0dKAJ3SYL/mGEl3DJroKnBXORbkZWexgZGRkkJyezYsUK1Go1N9xwA+fPn2fv3r1cf/31xMZ6H6w1mUysWLGCN998kwULFpCXl4fdbmft2rV8++23vPrqqxQUFPDYY49x6623ctNNN7Fz507+85//hOiqFHxmblsSQdry4GCp1WqYML6QsWNGAE2t2fKKC5w5c55z58uprKyirLwSkyGKuDgjOVkZnDtXxtvvLiY2NprevVJITk4kLTWZ7OwMUpITg/thUPT1D2atojKEl3Ap7ggndfi765GdTsxmMxaLBr3eU1SJwNHr9Vx22WVUVFTw6KOP8vbbb1NXV8cjjzxCYWHhxXE6D6SnpzN16lSWL19OWload911FwaDgddee41HH32Ur776ivz8fLZt20ZeXh6DBg1iwoQJ/OIXvwjJNSn7zDpUrKBNe6+oLR7wZrOFw0dOsHX7HnbvOcj50gqsVhsSEBdvJDYmGq1Wg06vpaHBTFVVLY1mM7W1JtRqNRqNhr6ZvSkcMYSRI4cyOD83wA1WlBQXJRsXgRFewhUyuq/FVV99gS++WcU2WxXDhw9n2LBhZGZmKr67j0ql4vrrr2f79u288sor3H333QwbNswn0WprQ6/Xk5OTQ3JyMgDXXHMNzz//PHv37sXhcHDllVfy73//m4MHDzJr1iwWLFig6HW0ougjC9EPoocy2u12io+fYcnSVWzcvBOz2Uy/fn2ZM2sy/XP70rtXKqkpScQaY9BptWg0aiwWK2aLlcaGRkrLKjh3vpzjJ8+wf/9hPlq0lCVLVzF92njmzZnCgP7ZfrbAQvD+d2NHJoyEK5R3oftaXCqNBrVWx9GDR9m0aRMGg4EBAwYwfPhwRowYQV5eHhoPqwH8ITY2lszMTBITE9m0aRMVFRX06dMnqC5GWloaBoOhdR3d/fffT9++ffn000959NFH2b59O4888gipqamKXEMrSnbvlMLtYHN7GhvNrNuwjbfeWcSFqhomThjJ1MljGTpkIEmJ8W5/TAyGKAyGKBIT4khP78VImmZryysusP/AEdat38qXX61i6/Y9fO+71zJ50mj0uu7wJWwJ1inRXWPHYSRc3f1W+omPz8tgjGfiFVfS/7KpHD9+nH379rFv3z6+/fZb1Go1+fn5jB49mokTJ5Kfn9/axQiENWvWkJCQwG9/+1seeOABnnrqKR5//PFW0fEFZ/OqhBbOnj2L2Wxm8ODBrf5a99xzD5MnT2bJkiU8/vjjTJo0idtuuy2gMvuMUvMzwdjxIW19fSOffv41r77+Ebn9snjwFzdROGIwCQkupvc7vkMuyqdSqeiVlkJqSjKjCoeyZdtuPvrkK/7y9xe5644buOqKOUS7ivsV0uHdEK6e9pFuFi5/1TqQp+AuTZBP1MekkiQREx1NXnoaAwcOZNKkSZw/f56SkhKOHDnC9u3bef3113n55ZfJy8tj4sSJjB8/nuHDh/vlXnDkyBE2bdrEVVddRb9+/di/fz8vvvgio0eP5uabb/bZjsVi4cKFC5jNZqKioti6dStGo5H58+ejVqv5y1/+wvvvv8+oUaPIycnh5Zdfprq6GgCz2dzkdxfSJT9BEOI6ZjZb+OyLFTz7wtvMnD6eu++6meysDNRqN911n4aKmt5TlUoiISGOmdMnkJ2VwWtvfMR/Xn0frUbD5ZfNJKrd+GmbSa5QXHP3j82HQLj8uoiA52cVSBOILU8X59uArdFoxGg0MnDgQMaNG8eCBQsoLy/n4MGDrF+/njfeeINnnnmGnJwcpkyZwuzZsxk5cqTH7uSBAwd47LHHkGWZ7373u0RFRdGvXz+qqqp46KGHqKqq4vvf/75PkwOSJLFixQri4+NxOp1s2LCB++67j6FDhyLLMrt37+aee+7h2muvxWQyMWnSJK699lpKSkr44IMPqKurY+XKlYwZM4Zhw4Z5zS+88f1ldjgcbN+xjyeffoW5s6fwP/ffRVpqsgJlaJ+/Vqtl4IAc7vvxbTz7wlu89Mp7pKQkMXXy2DbhdEKsIt0/Nt/VnvNhMFDhqgghLpYvnvNms5mamhqqq6s5evQo69atY+PGjZw9e5bc3Fxmz57N/PnzGTZsWCcRa2hooKSkBI1GQ3p6OlqtlqqqKkpKSpBlmZSUFHr16uV1oH758uU8+uijLFy4kPnz52Oz2UhISCAzM5OYmBicTid79uwBoK6urnWSIT09HZvNRmlpKTU1NcTGxpKWlkZMTACrBfxd8hMOr5QsU3mhmltu+xmJifE8//TDpCoiWu5xOp0cKz7F//3xaaKjDfz21/fRL8eF43QwuHRPUjh9ZHjOh4FPlUtn7BCVyQ+zUVFRREVFkZaWRm5uLlOmTMFkMlFUVMTXX3/NJ598wrPPPkt2djZz587lyiuvZNiwYeh0OqKjoxkwYEA7e0lJSSQlJfldZEmSSEtLY8SIJv8jtVrdKngqlYqCggKgKQaVVqtt/U6v15OVleV3fkHj7f52wetmt9t57Y2POHnqLE8/+XtSUvy/7/6iUqnI7deX275zNY//9QU2fLuNPr1TiYry0Kr2914E657kLr0CzyQ0wtXl2qTEqKsPi8oCMetvEklCq9USHx9PXFwcvXv3ZuLEidTX13PkyBG++uorlixZwgsvvEBeXh5XXHEFV199Nf379w96dtJut9PY2IjdbnfprtF24iBUPmmB4+aZBfwYfXsHZFmmusbEv//zLj+46yYG5ffvgui4TWVTq9XMnjmRZcvX8cWXq5gwfiQD+mdjt9sx1TVgMtXTN7P3xfK4LZabJTqhKbYieYRGuDwWTOk7o9Td7v6Zko5IkoRGo0Gj0RAdHU1ycjJjxozh5z//OXv27GHx4sW88sorPPbYY+Tn53PVVVdx8803k5ub225g/8yZM9x7771u83E6ndhsNioqKiguLubzzz9n0KBBjB8/HoMhDKLB+jS/EirnZc84nTLvf7gEs8XK3Xfd1H4g3lVXKcjul91uZ9PmXXy06CtqakxU1dRSXHyKc+fKWLthKzarDYvFilOWGT4sj9XL3/XBZSKEA/kuslGCMHKHCJTwEJlQ0xKTXK1Wo9PpmDZtGlOmTOHhhx9m+/btfP7557zyyiv8+c9/pqCggOuvv56bbrqJvn37kp6ezn//+1+P9pt2MLoY89wfF4qQo+T8ikvaKKCfv4NOp5MPP17KVZfPJrVjF9HV/QvynqrVaqpqavn08+WcPn3ObUBLlUrFlElj/HJA9n7tQcbGVrBFF1Y7WQt8Q5IkVCoVGo2GuLg4Zs6cyT/+8Q8OHDjA559/TkFBAX/729/o378/Y8eO5ZFHHqGkpISYmBi3fwwGAzqdDp1O1zp2FTbC5Q7Fgn0Gdp2yLFNaXsG2HXu54rKZXXK/JElicH5/pkwc3RwF2PVNcDqdzJs7FbU/wuXWHcPjCW6+d1EuBW9P5AmXq+fU8VhYRK+VO/wdGlpaSJIkERUVxaxZs3jhhRc4efIkn3/+OePHj+eVV15h6NChFBYW8qc//YmDBw/icDhaHU3b2ogYmuJ2K4+fNjdu3IlarWb61PHeT1aIfjmZTBg/0s2Gs00YjbGMHjlUgWcaaPrQvkuKCpfUFX8kH465OqfL/0gX/+4iPegoYgsWLOC5557j5MmTrF69mtmzZ/Pqq68ybtw4pkyZwmOPPcbWrVtpbGzEZrN5/AUPO5S8qUFc887dBxg4IIfY2GjlyuMFtVrNqJFDGT+2wOVWaGq1inlzphDVHC/NL0L1+F3aDTwzxca4JAmSozQMS3I/29Qyd+fPMVfftz0P2q9u8AdvaQKx6Yo0Q/cOJarVaiZPnsykSZN44okn2LhxI0uWLOHDDz/k2WefJS8vj4ULF7Jw4UL69+/f2mWMiO4iKDCp7C6xDLLk1rYsw7HikwzK6xdE5n7Q5jqHD8tnzOjhrNuwlY5vqdMpM2/25MBmmVteeiUfu1t7gWeiWI1SSxI5cVpy4sT29OGKJEnodDqmT5/O9OnTefTRR9m5cyeffvopH3/8Mf/5z38YOHAg06ZNY+7cufTr1691/CusRUyRYrmqXe5FqyVNaWkFo0eFcIVA22K1KYsxJoaxY0bQPzebI0dPtGspazQapkwZi0ajQETaQEUsxK4VPWBWURAoUVFRTJw4kYkTJ/Lb3/6WrVu38tVXX7F06VLefvttcnNzmTp1KjNnziQjI4O4uDiMRmN4i1jABHY9taY64uM9R5f1iqdK7qFY48YUUDBiEEeOnmh3fGThYHqlpfg3o+guTyWGuDraCFsHVEHEERcXx+zZs5k9ezbV1dXs3LmTFStWsGzZMt577z1yc3MZOXIkU6ZMIT09nZSUFJKSkhSOM++NMFjf0wkp+PGEdpNxzdfowwRedlY648cWsGrNJioqqoCmYYH5c6YSpQ/jrfMUeIRCuASdSEhIYObMmcycOZOqqiq2bdvG6tWrW8fG0tLSGDx4MFOmTKFv37707t2b1NRUxYMjdiZcROuigEZF6WhsNLv6KjAkX4VQRpIkpk8bz2dLvmHd+q2t3cWpU8Ze3L6shyKES+CRxMRE5s6dy9y5czGZTOzZs4eNGzeyZcsWNm3aREJCArm5uYwaNYrs7Gyys7NJT08PwyVBweAugqBEWmoyZeWVnb8KyK6Pra02GQ0bmsfIgiFs37GPhoZGsrMyyBvQr4tbwl2PEC6BzxiNRiZPnszkyZOpr69n7969bN++nT179vDBBx8gSRK9evWioKCA/Px8Bg4cSEZGRveKmCJLUDskatEXCfpm9uHAwaPu8/RYLheTAe4MuLEZpdczd/ZkVnyzgYNFx5g1YwKxsTEXxyBDsAS3c5TCS32zDEHEEBMTw4QJExg/fjwWi4UjR46we/dudu3axZo1a1ixYgVJSUnk5+eTn5/PsGHDyMrKIirKvdNkSHAzSCzLIMsqnHLgroyyDPl5+Xz62XIaGuVu28x1zJix5A0cyOEjJ5g8aSL6qDjsjsCrtkpyolI5PZzRcZqz67vwQrgEQdHi7NqyEch1111HcXExBw8eZP/+/Rw4cID169cTExPDwIEDKSgoaO1WBjUmFlxMRwCsdj0NluB2GC8YNYdbvmOhtjEBnb17hEsblcDkKfM4dvwc/fqPweJIxdoQuJhE6+uJ0jV6Pqllsbgvi8ZD0CBTLJCgQNAWWZapr6/nzJkzHDt2jAMHDnDw4EFKSkrQ6/Xk5uZSUFDA2LFjyc/Pv7io299Agp0yxqdK4pQlGsyxmBoTA89KlrHbbVitVmJivO9dGUrOnDnJZ599xHXXfYfevdNbSojLMTQvGA1VxBpM7ZPhU1L/o7EHGEhQCJcg5Miy3Bql9dSpU+zbt4+9e/dSXFyM0+lk4MCBjB8/nkmTJjE4vy/YywL/gXZXV2VoGzBSCeFqzSLIQKFK4HQ6KC09T1JSStBjip2EK5QI4RJEAi0tsYqKCkpLSykqKmLz5s3s3buXxsZGBgzIYcKYQUwcP4rRo4b57f29b/9h+uVkdt7CvgPBClc4iFVHWqqyJAU3YC6ESyDwgtls5sKFC1RWVnLgwAE2b1rPnt07OH3mHP1yMpk+dRxzZk9hZMFgr2vvnE4nt9/1SxwOJ3965Ofk9sty6z2uZIsreMLLsVYIl0DgBxaLhTpTKXVVJzh0+Dir1mxk/YbtnD5zjpycTGZMG8e8OVMZPXKYSwfLokPHuPqGH3PmzDn69evL3594iHlzprgUr/ASLne48mUIvci5Fi5f8/WzfJGxWYZA4B69Xo9ek0hSrJWM9F5MHF9IXV0DBw8d46uv1/L18vW89PJ75OT0ZcG8aVx1xWyGDBrQ6oawes1mTHX1NJrNFB06xnfv/AU/vvs7/N/v/h9araZL1lcq24VUYtGg73guu6/5ezhPwZsjhEsQdrTE2jcaY4mNjSEtLZmJ40fS0Gjm0OFilixdxaLFX/Ov515n8KABXDZ/OlddMZsvv15DRcUFZBkcDicXLlTz1DOvsW37Xl5/5W/06Z3aBWUPeQ4+nBNYqyzkZVcwA9FVFIQXHtwhWuKrOxwO6uob2bFzH58s/pqvlq2lvKKSxkYzdrujUzqdTktyciJvv/YPZs2YAHjrKgbmRhCpdGwIuR3jCjTkvKfbGWBXMfJCNwsuWVpi7Wu1WhLijcyaMZF/PfkHdm35jF/+7G6Sk12PV1mtNkpLK7js6rt45LFncDg6i5vn2OrBiJbs5nP40L4h5KGMPkSs8Om4Ar8BQrgEEYjcZjciFbGxMZw4eYbq6lq3KZxOJxaLjceeeJ5rbriXsrKKDmeEqkXVteNUwdOFZQxCx4VwCSKQ9pXr5MmzHDl2AovF6jWlzWbj65XrmLPwe2zbvhOHwxE5cfZ7GkFopBAuQQTSXmi2bN9DaVllp7MkidaWmUrV1M1UqVQ4HA6KDh3lu9+7m0WL3sNut3dBeYU4KomYVRREIO1/qosOHcPpcNArLQVJJREVpUclqdBqNURFNfl7GQwG9DotkiQRZ4xFpVYjSVEUFe0jK6sf48ZN7GS3LcHN5PuW0F0e3vIORy/+UCNmFQXhRQCLrBsaGtFqNWg0vvtqdZ0DqveAWP4Ij/tzfZ3S804keM6LFpcgwuhcEaOjDd1TFJ/wPjjvTrRkWcbpdFJbW43JZCIhIYG4uAQf8vHleMe8IqvVJsa4BJGDDOE+M6f0OH9NTTWffvoBDz54L2vXrgzCkueCRZJogRAuQSTRjZWrrSB5Gl3xRwC8iZwsy5jNjYDMkSMHcTg8RSX1aImgb56vgtxFcxBCuAQ9C8UrTkuomItHlFrz6M2MSqWid+90Ro4c64dVVzdAgfIqsFRRScQYl6Bn0ckLPNia5NOuFx7PsFgsnD9f0rqZ7unTJ9FoNPTrNxC9Xt8qhOfPl3D69EliYmJRq1Xk5w8FQKXyJyaZ4jtjhCVCuAQ9mFBXXO/iUFFRxjffLGPTpnWMHz8Fs7mBNWtWYLfbmTv3Mq6//rtER8ewfv0qzOZGNBoNx44dYs2aFbzwwttBlK0LRKsbtVF0FQU9D7nD3x0/+2rGaxrvtVatVlNWdp6NG9eya9dWjMZ4JkyYSmVlOc8//w/27NmO1WrlueeeJDo6hsmTZzJ69ATq6rrIHSEYurFBJ1pcgp6HqwoVQCXzbSjLc7MjMTGZ/PwhJCUlk5PTnwULrkKj0ZCa2ouHH36QNWtWMHz4aE6fPs77779BfHwCQ4aM4L77ful/gT2VUgapNea+Ek2l7ttTEYRwCcIVJRyL3AUPVXQA33sZVSoVGo2WlJRUoqObtkObNm0OcXHxHD16GFl2cvvt9/Dcc3/n6NFDTJw4jTvu+JEipZPllgXpbcuqhNAoact/RFdREKYoWCE61rGQ1jXfVDEuLh6dTk9srBFJkrj55jt45pnXyMzM5t13X+OBB37M2bOngy6NtxlQ3/zO/FX60PtECOEShCeKi4t/lSlwR1LXBXc4HO38sE6cOEZjYz2DBg3FbrezadM6Jk2aziOP/J1HHvkbW7ZsYPnyJQqXLVD8fRihb4UJ4RJcIvhXmYLtpV4Ul6YPFouZyspyzOZGZBm2b99Mampv5s69ArVazdNPP47VaqVXrz5cfvl1pKf3RaWSkGUZi8WM0+nEajUrUra2+G4rvDxQxRiXQOCWwAeeLwpC0we1Ws3SpYux2+1YLGb27NnJ//zP/5KZmYXVauXMmVPcdttV3HDDd6mpqWbcuMlcc80tnD59gvfee53a2hq+/voLBg0axvDhIxW5Oo/Izf+T/O1ftzlPbr5/Ltd+BzeGKYRLIGhHW7FSrmmj1+u58cbbmThxKna7g7vvvr/ZIVWNRqNh1aqdOJ1OSkrOkJ3dD4MhGr0+itjYWP70p6d5+OG/o9Fo0OmC26X6Ip1FuZ2WSArMFnramDbIZqMQLkHPIuj6ppSbQGe7BoOB3Ny8i0faVN7k5KYdiFJS0lqDHzado8ZgMABReJ8S9efi/Qkg7+9N9SD+CnlPCOES9CyCqhTKLhFqWYxtt9tobGxoF2m1rWi5++zKriy3uDbI7Y53/uw/LrOW3X3h0ZIn/VYEMTgvELSi7GyYLMsUFe1nyZJPOX36JEuXfsbmzeuxWi0B22zREFmWACkEM4wdDEpujntLH+KJRdHiEoQ/Xeyc3eK0GSwqlYrBg4fxr3+9qkCp2tNSvK6LoxVe4SFEi0sQ/nQcbgn5lHvPjargnbbLDZQgNM9KCJcgsmi3dEUZOna3Ii0aqFK0vw9K3YTQ3EwhXIJLBGWilvZkIuk+COESXCKEvlb2qH1lw7unKIRLIFCKSGqxeCW8e4pCuAQCX2nfourclAi0xdV+I47AbLiw6jGfbkWBcgjhEvRwZMVqbPsWVeemRKAtrvYbcQRmw998uhUFyiGES9DDkcKoxvpCk8gGr7WRdM3+I4RLIBBEHEK4BD0c5bqKXUPL4upg7UTSNfuPEC5BmBNsBVS+q+hOB4PRR+W11d9oDgqc1oVaKYRLEOaE31iNOx0MRh+7dxjOx8z9iYQTYoRwCQQKEVE9Um8IB1SBIEi6VRB8z1yJVpNn8XO3w20IblCYO6CKsDaC8CcEL7+ETHRUHQZdg/LGIxxJ5fR+UjcjhEsQWcgoEg9dkprEC7VDkWK5pW1RldxAOuQolVFoCiy6ioLwp21PKARhbUJK0JGV3UUkDTXh3VcUwiUIfyJIp1rxtqeFz3i4+FAGVVRqpiFEMxZCuASCUOBJbBVtzIRI1VuD2weYvnUvD9HiEgi8E24uCYpP/skuPwZryq0tydOXHgy70yuFno8QLkHPIpy6lR3Hpb1ti+gTksuPwZrqbKvTwGKAhkMzRieESyAIFSHcV9CtACrmOCoFPz4ly0123H0XBEK4BIJIpJ0eyJ2PBzNw39JSDHZ8qsnnxHUxgrQt/LgEYYaE+D1VgGB0Qenudgi670K4BOGFpAV1fHeXQtBlBPYjJYRLEF6o9E1/BAIPiDa5QCCIOIRwCQSCiEMIl0AgiDiEcAkEgohDCJdAIIg4hHAJBIKIQwiXQCCIOIRwCQSCiEMIl0AgiDiEcAkEgohDCJdAIIg4hHAJBIKII+BF1nJzILDa2lrFCiMQCC5dWrRE9iHIYMDCZTKZAOjbt2+gJgQCgaATJpOJ+HjPoY0k2Rd5c4HT6aSkpASj0YgUop08BALBpYMsy5hMJtLT01GpPI9iBSxcAoFA0F2IwXmBQBBxCOESCAQRhxAugUAQcQjhEggEEYcQLoFAEHEI4RIIBBGHEC6BQBBxCOESCAQRhxAugUAQcQjhEggEEYcQLoFAEHEI4RIIBBHH/wcpn2OxSAxPcwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_steps = 400\n",
    "nm_system = sim.DynamicsNeuromancer(dynamics_model,\n",
    "                name='nm', input_key_map={'x': 'x_nm'})\n",
    "psl_system = sim.DynamicsPSL(modelSystem,\n",
    "                name='psl', input_key_map={'x': 'x_psl'})\n",
    "psl_system.model.ts = ts\n",
    "components = [nm_system, psl_system]\n",
    "system = sim.SystemSimulator(components)\n",
    "system.plot_graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "G2p4BLi3pchu"
   },
   "source": [
    "## Plot Open-Loop Trajectories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 557
    },
    "id": "BdWlNfsRwZ29",
    "outputId": "3811d798-4d27-4d35-a717-79d3cfc34039"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x0 = np.asarray(modelSystem.x0)\n",
    "data_init = {'x_psl': x0, 'x_nm': x0}\n",
    "trajectories = system.simulate(nsim=sim_steps, data_init=data_init)\n",
    "psl.plot.pltOL(Y=trajectories['y_psl'], Ytrain=trajectories['y_nm'])\n",
    "fig = plt.gcf()\n",
    "fig.set_size_inches(18,7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "aoQ5LGPmzqtO"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python [conda env:neuromancer]",
   "language": "python",
   "name": "conda-env-neuromancer-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
